{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Deep Learning Models -- A collection of various deep learning architectures, models, and tips for TensorFlow and PyTorch in Jupyter Notebooks.\n",
    "- Author: Sebastian Raschka\n",
    "- GitHub Repository: https://github.com/rasbt/deeplearning-models"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sebastian Raschka \n",
      "\n",
      "CPython 3.7.3\n",
      "IPython 7.9.0\n",
      "\n",
      "torch 1.4.0\n"
     ]
    }
   ],
   "source": [
    "%load_ext watermark\n",
    "%watermark -a 'Sebastian Raschka' -v -p torch"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Runs on CPU or GPU (if available)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Guided Backpropagation\n",
    "## (Based on a VGG16 Convolutional Neural Network for Kaggle's Cats and Dogs Images)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Vizualization of the loss gradients with respect to the inputs (images) as a naive way to visualize CNN predictions. I.e.,\n",
    "\n",
    "$$\\nabla L(\\mathbf{x})=  \\left[\\begin{array}{c}\n",
    "\\frac{\\partial L}{\\partial x_1} \\\\\n",
    "\\frac{\\partial L}{\\partial x_2} \\\\\n",
    "\\vdots\n",
    "\\end{array}\\right]$$\n",
    "\n",
    "via guided backpropagation [1]. In a normal forward pass, negative activation values are clamped by ReLU functions. Consequently, the gradient of these clamped values are 0 as well. In guided backpropagation, we go a step further and also clamp the negative gradients during backpropagation to 0. The rationale behind this is that setting negative gradients to 0 will focus only on those activations that have a positive influence on the class of interest.\n",
    "\n",
    "\n",
    "#### References\n",
    "\n",
    "- Springenberg, J. T., Dosovitskiy, A., Brox, T., & Riedmiller, M. (2014). Striving for simplicity: The all convolutional net. arXiv preprint arXiv:1412.6806."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Please note that this notebook is to be run after [./_cnn-basemodel__vgg16-cats-dogs.ipynb](_cnn-basemodel__vgg16-cats-dogs.ipynb), which trains the VGG16 model on thh cats and dogs dataset."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import time\n",
    "import os\n",
    "\n",
    "import numpy as np\n",
    "\n",
    "import torch\n",
    "import torch.nn.functional as F\n",
    "import torch.nn as nn\n",
    "\n",
    "from torchvision import transforms\n",
    "\n",
    "from PIL import Image\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "\n",
    "if torch.cuda.is_available():\n",
    "    torch.backends.cudnn.deterministic = True"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Settings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "##########################\n",
    "### SETTINGS\n",
    "##########################\n",
    "\n",
    "# Device\n",
    "DEVICE = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n",
    "\n",
    "# Hyperparameters\n",
    "RANDOM_SEED = 1\n",
    "BATCH_SIZE = 128\n",
    "\n",
    "# Architecture\n",
    "NUM_CLASSES = 2\n",
    "\n",
    "# Image normalization parameters from _cnn-basemodel__vgg16-cats-dogs.ipynb\n",
    "train_mean = [0.4875, 0.4544, 0.4164]\n",
    "train_std = [0.2521, 0.2453, 0.2481]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Cats vs Dogs Dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Please see [_cnn-basemodel__vgg16-cats-dogs.ipynb](_cnn-basemodel__vgg16-cats-dogs.ipynb) for instructions with regard to downloading this dataset and more details."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(331, 464, 3)\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "img = Image.open(os.path.join('dogs-vs-cats','train', 'cat.59.jpg'))\n",
    "print(np.asarray(img, dtype=np.uint8).shape)\n",
    "plt.imshow(img);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "from datautils import CatsDogsDataset\n",
    "from datautils import create_cats_and_dogs_dataloaders\n",
    "\n",
    "\n",
    "data_transforms = {\n",
    "    'train': transforms.Compose([\n",
    "        transforms.RandomRotation(5),\n",
    "        transforms.RandomHorizontalFlip(),\n",
    "        transforms.RandomResizedCrop(64, scale=(0.96, 1.0), ratio=(0.95, 1.05)),\n",
    "        transforms.ToTensor(),\n",
    "        transforms.Normalize(train_mean, train_std)\n",
    "    ]),\n",
    "    'valid': transforms.Compose([\n",
    "        transforms.Resize([64, 64]),\n",
    "        transforms.ToTensor(),\n",
    "        transforms.Normalize(train_mean, train_std)\n",
    "    ]),\n",
    "}\n",
    "\n",
    "\n",
    "train_loader, valid_loader, test_loader = create_cats_and_dogs_dataloaders(\n",
    "    batch_size=BATCH_SIZE,\n",
    "    data_transforms=data_transforms,\n",
    "    train_path=os.path.join('dogs-vs-cats', 'train'), \n",
    "    valid_path=os.path.join('dogs-vs-cats', 'valid'), \n",
    "    test_path=os.path.join('dogs-vs-cats', 'test')\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "from vgg16 import VGG16"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<All keys matched successfully>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "torch.manual_seed(RANDOM_SEED)\n",
    "model = VGG16(num_classes=NUM_CLASSES)\n",
    "model = model.to(DEVICE)\n",
    "\n",
    "model.load_state_dict(torch.load('vgg16-cats-dogs.state_dict'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Gradient Visualization"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Preprocessing Code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "from datautils import UnNormalize\n",
    "\n",
    "\n",
    "unorm = UnNormalize(mean=train_mean, std=train_std)\n",
    "\n",
    "\n",
    "def preprocess_image(image_path, transform_func, unnormalize_func):\n",
    "    \n",
    "    pil_img = Image.open(image_path)\n",
    "    img_tensor = transform_func(pil_img)\n",
    "    unnormed_img_tensor = unnormalize_func(img_tensor)\n",
    "    \n",
    "    return pil_img, img_tensor, unnormed_img_tensor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_viz(image_tensor, label, model, device=DEVICE):\n",
    "    \"\"\"Computes loss gradient wrt inputs\"\"\"\n",
    "\n",
    "    image_tensor = image_tensor.to(device)\n",
    "    label = torch.tensor(label).to(device)\n",
    "    # convert CHW tensor to NCHW tensor\n",
    "    # note that N=1\n",
    "    image_tensor = image_tensor.unsqueeze(0)\n",
    "\n",
    "    ### Save input gradient\n",
    "    image_tensor.requires_grad = True\n",
    "\n",
    "    ### FORWARD AND BACK PROP\n",
    "    logits, probas = model(image_tensor)\n",
    "    cost = F.cross_entropy(logits, label)\n",
    "    model.zero_grad()\n",
    "    cost.backward()\n",
    "    \n",
    "    # get CHW tensor from NCHW tensor\n",
    "    # note that N=1\n",
    "    gradients = image_tensor.grad[0]\n",
    "    return gradients"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Simple Hook class that records the input and output of a layer during forward/backward pass\n",
    "\n",
    "class GuidedBackprop():\n",
    "    def __init__(self, model, device):\n",
    "        self.model = model\n",
    "        self.device = device\n",
    "        \n",
    "    def setup_hooks(self):\n",
    "        \n",
    "\n",
    "        def relu_backward_hook_fn(module, grad_in, grad_out):\n",
    "            return (torch.clamp(grad_in[0], min=0.0), )\n",
    "\n",
    "        for module in self.model.modules():\n",
    "            if type(module) == nn.ReLU:\n",
    "                module.register_backward_hook(relu_backward_hook_fn)\n",
    "\n",
    "    def run(self, image_tensor, label):\n",
    "        image_tensor = image_tensor.to(self.device)\n",
    "        label = torch.tensor([label]).to(self.device)\n",
    "        # convert CHW tensor to NCHW tensor\n",
    "        # note that N=1\n",
    "        image_tensor = image_tensor.unsqueeze(0)\n",
    "        image_tensor.requires_grad = True\n",
    "\n",
    "        ### FORWARD AND BACK PROP\n",
    "        logits, probas = self.model(image_tensor)\n",
    "        cost = F.cross_entropy(logits, label)\n",
    "        self.model.zero_grad()\n",
    "        cost.backward() # computes gradients via hook\n",
    "\n",
    "        return image_tensor.grad[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "guidedbackprop = GuidedBackprop(model, DEVICE)\n",
    "guidedbackprop.setup_hooks()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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HnzIzs6987XkzM3v95bfMzOySuKdvf/Orvmaliab6BX/q8/+nmZk99qT/Hl4PhPMjP+YI7cKrr5iZ2Rsv+3425xVNVbRUbevvyCNLfkqbp50Tqwh18rf8z4jYhV+k94E3+UFdBXChINgfqCJySCCrWBVkPQdOEIud8xEd3IwLi7qeiDji53A7XCPWvLnp/48//fTTZmb27LPPLqyd7V9//fWF7/f3/d/kL//yLy8cj2v793//92Zm9tnPftbMzL7+9a+b2QG3xDnjgYbSO1Yk6d4o8rq6WSSklCJFihMVS5HS/NlZN7c9dfGX1NXfbPvz6iMf/LCZmY2HXhG4du0N337bUUBFKuGZeI7+iHlx/vun7nUUcO4er7LNERCZkWf52vLnb27CZSEyXAOs4t9vbro2Y+Wj/9XMzAZdX/fWZZ/CsnXVq3bd3S0r6zdNcUGbp73yRz/fuL+vc3W+ajpRtWPmCOfRRz/ua9DaL207ajz/hh9j1PcqXn/bjz0aqz+QiqdQ6vcffszMzO6+535dCyGgGr1zntme/rhzAG9deMnMzHalY1rrUFH081nf1Cw88YKZ0OEBOijW1rzXUeSvdNttjnypKEVdEegCpAI6iJ3xsTLF78nmEV0U8R+gBNAL+4/rB3mxLmI2m72jIhh1PqyBY7AP/k6gPhAOymu2Zy0govPnzy98z+++8Y1vmJnZj/3Yj5mZ2SuvOOJGv/Ttb3974fuvfe1rC9cm+i/BXcVeuFvRJxEJKaVIkeJExRGckt+zBkO4FvXANRzh1JUh7n3wcTMzW5XS+hv/31+amdmw50z+VL1q7XXnjq5fdER19pw/D9915zkzM6sp+89Vx9gDzDVDqkDJgbJSogqnraY8l+OBNOML357fo7ta8Yx35m7PCh3xMKVK3eoNpozgHKkeHqnWZ9IbnX3Yeaoqa77iVbDrqlrUH/Aetue/800zM8v2nY/baPsa95gmjAq+jFaGDCSOQZmor2f3iVw8cQ9Ya/m54r55detNXSM5I5QWVfntlUXfcni6yXSxS/y9jKjyLVIvr6iqe/fdd5uZ2UsvORqMWhgQT9QJRa4oqpcjwuL3sXoXjzefUhzQSexTu5l7Y6xeFWm1OKeoJ+KYDz30kJmZvfDCCwvnBtfEGjc2Nhb2c+PGjYX90/N24YJ4ViE2XAJefPFFMzO75x7vPHj55ZfN7IBjiufOcaLrQFJ0p0iR4n0Xy3vfRkywVUajqqAqWHnkd+XXX/Zq1n+987+bmdkDDzlH9NZrzvg3pbVZ23CkNPj+JTMzu+t2f3/6NqmiuYnC1GvKa16BLEJ5TWbNFn8nPgY1NlNRQF7VoI7FkTITzGl3hLwqVcvkN5QLqZRLVPhUESp5hmnIC2pNGeOb//BlMztwkpx2nFe7dMGvRbXqWfmhR11b9cL3POPsydcIT6dWy/d/x11eiaxLDY8H1N62a7Da8o6qVdRTJweHYU99gCU/3qlVTXxpagqFFNzlEhNj6Nk7vupbzJqx8nTgSeW8yH333WdmB1n/6lVHpSApkM729vbC52h12E9UYseO+vh5VIxHzir28BW5Rh6OyDMRcWoJ58A5g1D4/Pp1//8A5ERE5TfvCfRM8HX33uucKdf+ueeeW9iOdaFritOA42vkwIq0ZDeLhJRSpEhxomIpUqpq6kdNHt1040/GqDP9rnf1oj/jv/gdf46959Enzczsv/zo583swBt7e9dRw9lNvzt/+CnfrtXCO1sZBjm1kBCvcEogofLc/3qxd43Oe5OfdUn8TFX7rVRRApteFysh5ZLZVE1lc3dNHvnrTAyVN1RDug0Q1e2OCrcu+zP7VemH6AcsVRwBlVVtaYgDKu3KT1z6pvse8p64Rx550MzM9nd9f1cuOTqoaUrwVDqofCrdyil/f/ECHJG4K03ORcrdpI8R1836ok7lOCJmVwKUQCWHahkVJHiOohlk7O+uu+5a+H1UIxchHaKovyvOc4vK7ag0j9W8crlc2F0f+/DYJ4gHrobPqbrNHTGEbCIaBD1yTg8/7FznF77wBTMz+5M/+RMzO+CmQGZvv+3VYZAWHFLscUOnBILjPIoqkMsiIaUUKVKcqFg+zWTIM7i/L1X9Lrmq7C7LbZtOPbO9/KJrGtqalPvIY84ttVccHVy57BWhe+/y7H/fA57JSuKKJuNFVwJ4lHmFaF4pCrPZhYymM5DR4nMsamXGoeDKKArKprU5maXjZFbSpcFxMhOaqstlkwxXFpqcSjG99pCf2xvP+DP5xoZro/7HL/9fZmb27DddF/Ly97/nR9RMOubArcgJ8pOf/oyZmY3kjvn//M//aWZmr74oHcndrqT93Ofcf6mha3XbOj12/jdZlZYsV/7pD8jmmqCqCuuqJupWK8eXp4q8rcmuUdX81luugkejQyUoooBz57yaC6qIGp6oK4qVsDgrLeqgis7jqAm8h7mqo/r7YgUwaqroUWP7Bx98cOFawLfxO5BO9Fv667/+azMz+4u/+AszO0Cjjz3m+rgnn/SnmUuXLi2sB1QKoosIjle259/LrSCmhJRSpEhxomIpUuLux7y33r5Ux7q519uLmppez+/Sz3zzS2ZmNvqAqiYPeKVpXXfnu++WGlX0BZNua1W8i1Q9k2tiNvUMl5XwwdEzPJlozj3BKZGhTPvDXUD8kCAeU2XjBNQ8y61cIkv6Plo1OUi2Fz138CMaj9TLpLXhdL2hZ/zHH/drcHrdM92k79n7tTcdPW5uOB/35FPuOAkK+NL/+2UzM/vut7xnaaaKZ2dV56A/xuaKX9Pb7/QqSrPp1/qgXwxuTOhyCgqV1kbVOLuF3qR3K7jeZNE4i4wsH/vEQD5sj/qYfjDegyYifxN1RnBLsaetSNF9s4m3hz8noq6JKJVK79A+Ra/tyG/FqSW8Zw1Uz6hQwg2BDpn+/Kiqvr/5m79pZmY/8zM/Y2ZmzzzzjJmZPfWUP93AEXGt+d2Xv/zlhXVGdBivSaxs3kokpJQiRYoTFcv9lFacD7GSkIz8qMfzuWyqGDERFwW43Bmf+7cvm5nZ5bccDTz2IX8+PXPOuaS8hC5EehB61VQ1MyGlHKQk3VE2Rz7K9vTo6RabUY0zvi4vvGdKbOziBoHlpYrVyky4lfNBg0kVoDDWLJRl9Nd51eJOeUHdd48cD8S7VcVfPfbE/WZm9uRTrsittRxRnT3rfMibbzp/8vyz3zIzs5b0TRUhntZ8OoV81GvOCZ2+0/d71wOust++9qq28/UzT25FVbux1mVCelN5Sx1HFDlCslZ4i+gPzd+L///gT9DcoN2JxyFAWFE5ftSsMo7PumI1L24fO+YPc2hF7gAEv40TUuLneG1TYUSLxVqpxsEhPfCAV3V/7/d+z8wOrh1qeTgrOCT2w++paEYdUuTPIhf2g/TAJaSUIkWKExXLdUo1ZjZ55mipQjO67pliMmZqLDPL/O44GsrfV530NT1/nn/Vn+kfecx9qHkErxiZBF8mnvHhlJTZ0B2h+cl4Duc0UF+DnFRB494r/iWTzooOefZXmau3zUrlA9Tk28A36Y5PlpXanekkp9Y8o/wfP+0+NNmcc/JzmOtRyn7su+9X3+DauvbjCGZ3x5/lQTS9Hf1O/YfNtqYQj8QtKAGtnHKk9dTH3KXgma86au31XOfS4JqLhxtOxFVUhMCCF/NxRKwsRYQEfxGdHan8gJiiknsQpv2yn6hTKlIb8z52vvP7iPSK3AqI6HR5+LMitFjkDx572+B+0BFF90wQDufw/e9/38wOKp3RiQFkxLV9/nn3AYu8HRVRosgNNPK2yyIhpRQpUpyoWIqU6ISfymMnm6uBPRNpnNs8M4z2F+fVM8Uky/xue/mS31UHmmaysU5WFpygMqRP5/oP1oMX8gQlLlNCUfZKO6T3c33S3PXOM+1Y3kWTMTzNItIrl0vz7vxpTr+fKila3Lz6prXNc58QyJrObTjqac1SG+fMzkMlXNea/Jy4lmtyuPzoD/2QmZk9T4+dnAwefuwDOlffbntPnsyq7tVXPPOtn3bkNMv3tTx5Ogv91uVBDoc2mx6fn1JUQBdNmo0cTeyR4z1oAR6Fz0FgcZ7bnBMNyvKoK4qK7iIkFHmWyCXF8zt8rMg/8f8DxyzSLbEdv0P5HdcWp59ETgpUyf5jrxw8XbyGtzqtuKhiebNISClFihQnKpYipZIU0sOeuCFNxqjJ3zkXkuooy26eEnSq6e7b999PhBKyMlyUkE5ZKtN5rxs6I7K232WZ7zbnZRBKCWFVQ08SSKnZUiYtLz6Po0Cn186EGkpUEcuVg+yGBAreC3H4vBsa1OafUxAcDshMODz6uePphHc2E16q4pLm3d65n9OTTzsieuKpR7VmP9Daplf1dnvK+hM4CamTy/63uPtB924eysdpf9urLTP1xM20/obmwW2uLWbI44ioYYkcDUEWjz1o8BzwKWR5euSoMPF5RAVRHxWzf5wsEv2S4pSTqLPi+8OcUqz0RVTI+3htouapaG4cv4s9cFyrqPSm143f4b39pnR0ICQ4qMuXL5vZgboeJBVRb0S3iVNKkSLF+y6WIqWeNCvNFt5BvnlHEzwmFVUllL1rbX+W35VWYqUjJ0BVu7pSfO/Ku/vc7X6XZXLIAZvkQaUrB9HAhwxVjeOWqteSmJ1Md+mJ0AfVtbFQwcFzuBS+OiyuB6VSPuerynOkJB4BNKVDo7Ei6LubjPwaNKQrqvC5eK3NTT/3Qd8R1VrN349H4i90zdfanv3rTU021Yy8Xk8IS/ttVHHZ1LSSzL8/c5frpXrb7iz4ctevPdcUjyleu91dO66ISIOIuh+CLI3amAoUCIlKEPujkhRnprE9qKHIJTFyS7yCtOLU2NgDV4T4Dr+PXEtEa3GCS5y0ErvwD7tbHt6OtaJjgkuKlUTWgTMl++Nanj3r7rJRRR8roVGvRKS5bylSpHjfxREe3VLOKuvP1C9V1uTbXD5JGb42qhDNVAWZTDxbd/f9rtvr+XZXr7pa9NEnnC+ZSX80mzLfi74gqmbKHrPFSadV8SD5BJcAZTZVtKiugXpYT67KF/1t8CpjfJrarXkPW5YLIRmVGSalkA0X51mhCm8qg+Gp3WzKr0gumhunHBld27ri12iXLOxru77tWq+7pdBeXfNMNNG16QiFdvcX+badbb+2Fy86aljZcM6g1HKOYGXN0UXvxlWdn9az7mhirXn8eSpmzzjnLWpfYvbmexAP7ojMQoP/oBcOVFHUp3WzOW2H1xVRCxHdASK/cjOEFCt5URkdXThjv2DkpCLHxPeRN+NaoE+KKvc49QTOid9RzWM79sP37C96Y8X+wJtFQkopUqQ4UbH0tlXneVP9VUz0mAohVcSsjAZ+t9zL/S6JPog5ceOR9qP9Xrvi6GBCBpnPrw++RjxfC51MpqF/Rh3u2YSeOP94LMRVCyIiUEEu5Xhe0gy3ueZCPEujZlm+uJZ5P928j459CV0FPQa+SztbXpWYSFG9KkSSVVT9EA/X3XM0WdX0ka1Lfo2e+ZZ3b3/iM58xM7POileUTm26/oiMOd72/V847yjh/Os+j64v2dFUaHet6rxeR86Tm1LpP/qAcwTt8vF5dBdxLlHnwyv8RaxcRT0R34OQyP5wS2Rv9sd+Yid+ETdUNKk3TlEhInKq1Wo3RU+HI/qEx2NFlFbkjhlRZkRWoEp6NdkPnNPW1tbC9iCkeDy2i+6foFe0YrcSCSmlSJHiRMVSpASXM5vKEVDPhW1l2WpNTL/4Eqpeg75nHFwTh3qFh6GqN8YpUpNDDmow8DR6HlaPWl+ZbF+K8KHuzvSfbZxyvqQiF8aMOW8MyqVHDi2HlOa5XBCmMzQeQ6uiCq8sPtOztrr4s3J5kTcAlVHxw3Xz0kvO8XQvefY+/bD73tTESdWFRvF4uuce71X6znd83tbX/+VfzMzs0//7f9c1cBRKBmuJC6qIA7vyts/vGqhKV1E/YfO0vz76gB//nnOOvO447ZzTqN+144rIGUVEMUeBwUs7KrzZjqyMr/Tjj3tf4euvv77w+6joPup4ERUU+T0VuQZEtDKdTo90KIhVsThBJfbxUVWL16RI7xTPgWuGWwCoL/bAxWvPfnll/XfcccfCdtOybawAACAASURBVLei5J6v7Za3TJEiRYpjiKVIiQrPtOd3ueaqJne09Aw/dsQD0rh+HbUwz/hRw7N4158/F2eLKAT26R0TE3qexd+84Hf1q9dcbXq33BZHGRoL53HuuNPv1mvrXjlYW91cWA9ILBe6wPWg3MttxDSG9mJ/XkXTSGbZzStG83MNHNPaGUci1152f6MbepZvbDrP0e/3tAZfy8qaZ7qnPuL6om99zT2/d+RzU71bmVSIrNNS9S+TO+hAvtQ7zk1VpWpfvc+v1bkNP68PPuyZkUpk/xaqI+9WFE39iP1dRJFCmiocr2ho4D+o/PB7tDagC44PCgFlRH6kyFc78j2gilgh4/tGo/EOlMaxQXuxDw/+KzonRLdM1lzEJaFr4pWqGorsonNm/6yb9cbtUYKDtEBM8W+0LBJSSpEixYmKpWmxPxSDXydz+d1vv+sIpt/1u2tfd/GJetXw5qGfqzafTsGz++Lzss21GTyjK3OpZ47+Mqp5V685Wrh61dFGRbxMq+4c0/Ur3ufVI1OuObq5607nUW4/xxQVdCnikoZ+vNlkMi8VssY66nBdm3k1bvEUDnQimu6Lt1OLfqwH3Xt7R+6cde2nKkfI0Viz9KQjGg7lg6Ss+69f+oqZmX3kR90v6fSdnvXJTLPcM1G9tjgZ5uxdvl2rpX5D/S3oO6zLO2t/tohujyNit3+c9lo0cZbsTGWHLM3fgKwcp5jguwQPUjQ/LvI+oA32BwIrqjjFOOwAUFRdi+pxjolHVNRwxX2jckf1ThUtosB4LqyZKhrXlHMsmgcYjws65X1EalE1f9N9HrlFihQpUhxjLFd0C9E0pbkZharF3q68im2x2jBRZms05W9UXpyWubax2HeTCQkxeZfpJgeeMY4Ctq47l8Q8upWm8zFXLjpvsrnOc7kymHianR1HdG9rptV99ztP88jjPtuqqrv9SEgpswM0N9b0kErIljmaGHy9cbVURZFJLHwuA0urahpKRzzcWFWxhhDMy286Cnzpe//h2ytvrHX0N5Bf+TP/9k0/51POCZy5za/pztte3VsX9/XAI+6LXlojU6rKI4Q2khp+r+vX9NI1//1xRuzfKtLUxCpXkashqJF+L/ZPsL+jFN6R2wIVgB4iauF71sHxI5I6jHJYG0glXoM4KTeiyaLue/bL70CR/I5zj9e4SC3POXBt+TxW2Yq8qdg/PN6ySEgpRYoUJyqWe3SLjxiP/e7a110OxNRo0V0t14ARd1c9f+IZpJ4z5tg3VNWb9wrNZ8mHDKjldbv+nHrpIhwSvW7+enrdtTbNjjRF2t1MCKujXriRENaL3/UZasyNe/D++317nnunQ7OSOKQ+Psziyxr+bF+V8rliZHFlWSp54t/gxeb8FY4GcrvEsKlS9oy4dWVHG3iWHkqjNdXfgEm3t236Ob/+iqO/2Y4jpdbYvz+35r1105bQp7Rgp+cVSP/bvKGpKSjYm82bcwfvRcSqVUQscXpJkR6I7AsPwsy8IvdEto8+1rH7P1ayom9SRAesM3qDc56Ht49aJhBMnA4cEQycTURCIKrIs0XERRWvaL4c/wb4fXfeu7lYFeQ9v4crgvvieOifini2m0VCSilSpDhRsVzRrXvWLGgo0DaMJo6Mrlxxxh4nx6pG387mHi++P1wWs3lPmjKf7Bzx9p4rX7W/LnoS/Ww6lB+SLfI6HL8nr/CmptoOB0wT9T2cUuf8+ddcM9Tv+Xk8+OD9ZmZWqdYPuqulHq9VfV+1Jk4DmmKijIdafaZsyOtQPFWjEXxrxOXA7eRVvLP1ezy0dS2ZcbevLHxJTgvr4udeOu/v8Ukqq5q3LgRWFW9nGe6hUr9Lsb513StS1fz4qm9FE2Qj/xE73Mny0SXxwgVXseM4+clPftLMzL797W+b2Tvnx6FXouIE+uB4EZFFV8ci/+miChcIbDwezxEFqA0Hx1hVi3xa1FARHCPuF87n3DnvlQS5xCpYRE4gquhhFSf0RgTEOvl9dLSM/N7NIiGlFClSnKhY7hKgu/Kc4dfWc19qcUAdPX9WmJCr1vS2OuKZHjKW31G9puqF+rzgS6bTxcrD3o5cEkXEtFcdFexe011cPXf7Y3XgV/x4LZ3WZtPX1TOpT2fMNpPCV3f78+e9N+raNUcLH/jQB+22055xMqG3vhBPbcx0VHri5KAA4pmL0uHH5II5WdQ7taaLHuCXrroCe199gbWq/KhBgUJiNf0R9rrinhrqUVqTrqXErDtl6f1dHZeM6693nHb/m9OaODMW+nzm+2/acQXZmewJDxHnscXsCkqAO+I9ne54++BE+R//4ZVMEA/fg6xivxnvo5siARqIfWGRd4leRqAXjm92oOeJlTn2Hb21uRbR4QCExCtoEWRzRc4cN5uoYvbOqSrxXCOS4lqh+eJewTV75JFHFs6VOXNFTgqHY/mIJf2LwQZ3rH+QPEpAJGPjMR+TXVmE2dMZ0E0jhNcc0g1H/seciYAejRBL+oV59WVvRq23/cTufdBHXL+iG8SOJAJGWV3ShJW2Ssx6vNtV+8g09+OO9Q+/3oSk8/O4cd3/J929sWP33/egmZk98KiPOa63/By6+kderdFAq0fW+SBLrE1gtNVGIDsVBmSaXvsqxb/80itmdiDkRGjaVjGBmxL7zyQN6OvxMpclcVUJgnHiaxpaOdHv93t6lFXJ9+KOw/KdLf+fa3+0+FjwXgb/EPiHdO2ai15jk2psoeAf7MHwhkWCnMGLH/nIR8zswMIkNuK+8cYbZnYgMIzjg9451l1/k3Yo1IRm2ptZlRxe7+XLl+drjGOxuVHyuBUHXPKeaxZvJqyNY/LI+OKLLy5sx82DKJJbxLFRscEXOxi+R0pAYkF6wE2Rm+mySI9vKVKkOFGxFCmRMQaBcFyXlWsua5CRWiEQP5oQy65QBQ27p0XmregxbKLHton2O+x7Jrzwpj9Ovf2Wv56+w/dHq8TjH/qYmZl9/Z//wfcvUnhui6sy+mCUaR2CoHXd9RFESvw5EXqoahzSqLdvb7zqpfZrKiPfeZ+v/fY7/BGh2dKjYsMzEYRxqUSpV+VjEeQ8mk6VB/Z0rv/+b07CXnrb20pyhmBi+aDR5+XZogizo0fQkVAg9CiDOk2P0jW1/OSMy9I1f/uGI6N7z3pG3pDEYOXG8Q0OICtDNMem0UjqRjP9aOHKIwsE9ne/+92F45HlX3nFUWksb0fUAikcW0D4XRQUxsdPIqKYer0+L+2zD/6tgTx4NAVhQFgz8mgUxsCDnFgjTcn/9E//ZGYHgzo5t2j9G1FeJLSL7FrioyrXEHR6773eAE4xosjU7nAkpJQiRYoTFUuR0mDgWXo8odlTvMbOtj7X+GvaRIRUWqt+156KHzlz1kmvp37oM/573c2HI4371iviyFdecgvYmVo13nrzBTMzy3NsDzyTnlaW727JTH9VDZc3rmm/In1loFYrqaypVou3r3i2glOAyxr0x1ZvCFlI/Pi9Z50sffuCZ65G3TPamVOelRkHZaG8PRfezbO7H+M7z37Pz01kbK3aWrhmDD+oy7AORnygwaDwYNU5R6WGXv0tKiK8JyoSlEScT7T95R2Rs23f376Er3m2aAb2XkaRnS1Blo4jq0ETbA9v8uEPf9jMzD70oQ+Z2QECuyS7F0hZhlPyd4eAjmZvZHdQDceHF4llegK0EEWdh0WgcfjACy/4/+MQxCAlzhWk8+CDDy6siWvIdnBRX/rSl8zsAIHxOZxPRKWxGTkioSIL4iIiPHJhtzrm2ywhpRQpUpywWIqUrmvEc0UDEOcmaTyHKqnm4pDqGr00F4lN/K54371P+O8xblclal/tIzvXnb/5/gv/7osSWigjDbjhGW86osnVX7e23Gz/nnu9koG1bD4FlSgrKNM2NMa70dAIYjXutmWe/+YFR2rj4dgmNMyKjyprKgH2sm+85mt+7IkP6iJI9CjxItWyydwO1C/Wa685T/bKK/5arcFXIFQVWuAc1LYyHYXxzUJC86EH+pyx4pksSUYSjjaaEhxq/6+f97/tzr6jR9pfZtnRz/zvVhw0XC8OTIx8B1kcxAHCiTzML/3SL5mZ2Ve/+tWF/WCOD88BAuL4ZH+yOlVAkA4oIzarRkuVaD4HWmDdILVKpfKOoY1U46i+/dVf/ZWZmf38z/+8mR0gJapZyB+ikR2/53PEi1zjWEWL51SEdIpGlXMNQFx8HkctsZ9kXZIiRYr3XSxFSiNl942OZ6Kahj9OxTuM9Jq3GAaIZYiygJpUB0Oeyf1uur/vd9GXXvHK04UXnUOyGZlH2Xqm9gKhDkSWlZLfbe875xmvLMh28W3nDiYSaU51V2+vMt5FNgoSEp4748hvrFHXoIlGs21VNaZOdj1b1jQ2u1qWqBGtFpa9VNf0OtZrhj5I1+T551/StaHK5r/fk8DU5kJV/WlAShkZRk3NspPJsXmZZ+WWrpFsctWm0h06D7ItbVhdwtNhV/a7GgbRmB4fUioaSR2jSM8E2nj44YfN7ADZgEgil8T3ZP1oKRKRUzRxi1mfdYPkeKXCFc3jiEql8g6uiDYT9s17vgeJPProo2Z2UFWLglA+j1opkFAc6x1RXhwMED+HL4uIi2sW7Vzi4IDUZpIiRYr3XSxFSpsb0q5IVzSbjyTCVF+WmUIeNd2Fh4yo0YhqxnZjgbKz5xnswmte0bpxw7+v1Xx/a+samVP35+FqxbNHf88zXiYdEqOURuKuqDQNqExJDd3uLFYYhjT40uqh9dak7RllU+ujXhf/1ezI8EtK6Q21acx1F3P7CmUImpFlFtfV8IW9PRCP9CBCn9mEJmRpcXTceptWn0xrVEtGBQOyObHn56Z1tyRoyuaKXyE3qnSzxcbiwZ4UveVFu4/3Msiy0YaDbA4yia0Y/B1BESChhx5yxf/v/M7vmNkBR0W1DQRTNH472nTwt43WJNHIjOOAKlhXNDY7XIXbnY+2X2xU5dgf+5hr8T73uc+Zmdnf/u3fmtlBRZFjcW1ee+21hTXxORFHNsXhBgRrZq0grIiI4njxaC8Tm6aJ2Hx9s0hIKUWKFCcqlo9YWnHOpqlsTf/W3paaAYVQNJfRpkJGHW2/uy21qgzPhiP1vQhNdMXX5NLOVMWTjKXloZrWbjqXUJYuKpdSO9P3/aF0VNAhel2TmRx9aVT7huJ3qKSB/CaqoE1KZivKqqOqjN/EyUzxXSnTz+Rv51N3hFBqMroba4zTaQ0t+OFP/TczM3vpeefTtq57ZWhN1iYTTN2EmDritvbFHXFuWJhUZPhPc7EOZ4PZ4vaVKronbZ/7uTdNBmT0hdWPbph8tyI25EarkmggxnZU3+CMqPT84z/+o5mZfeITnzAzsz/7sz9bOF5UgLM/kE6sQMWm1WiPyzrQLc2ROJ0QoVfvsMlbNGfjHDj2L/zCLyxco89+9rNmZvYvGkqKah0UyNrRN9HXB4qMtrpcUxAV15Jrwv6ibUsRQiKi1Qq/jz10yyIhpRQpUpyoWN77pmw6E3LJlH1zVWgyZfNdqYxLqsZNsBUV0hrteCbpbvtz9Igx3UI6NZh6VaDIPGvKYCsdz+YbTVXLuv5+W31h/R25DIiuwUK2uu/7O6XndKqHZTrvBSYy8TVj9aOV8tyyiTrF1Q83lW6pqqrZKy+4Ivu/fPRp/7yhCh/9WWM/1rZ6zKwlg/+7XV9y+e03zMzsrfNu6VAzVTXELZkqmdv7/jeodzToUAZ2pZmGDWKtglJXvFq9QkVIKBTuSlYqLWnPylNGLQmN2vFHUed4rOigM4KPYSx37Jg/rwERaH/Q7BCM8UZ/FPVP0ZUATii6EWCvS59ZtBeJdiSH9VDojCKCYN8/93M/Z2Zmf/mXf2lmh4wVhfbggkA4HBvFN9cgOh1w7ThHEBrv4/ZEHMAZq3LxXGPlMSrCl0VCSilSpDhRsRQpjXt+Vx3M4FHUhzVZ7AyWz5mN5V/UXFEfV82zwPUdv5tvybStoWpYRfqmrvqwGrKEZTRTS4ZolZLvZ1M2tjewnlVv3Ez31p6ySBOvGGmJ9kaeDTZ03F5Xilzpm0Z6rTekw7LSXNE9k06oJqplKuJq+6p3kGO12woeO2S0F5/znqaGsvCW1Omvv/AdP7ccXZOU3aoo4lFljNzZ1zo0FYFsPKuiflZVZca1UUVS6LWGXkVZvy7OK9M1GoofrORHZ7J3K2LWPCobc86gAd7/8z//s5kd6JU+/elPm5nZv/7rv5rZO035QUSxh+4DH/iAmR2gjCIjNFAKXBHVY9APCvI4WOCwl1HsCeO3IJYiPc83vvENMzP7iZ/4CTM7QHlot3BAiGtgf+ifokkc1xh0GIdJxoiODbHaFi2Co3HfskhIKUWKFCcqliIlU/bdXPdn9q64G5MTJXzExPzuOCsvIio0MxNl98lISGjd79rnbnevlf6277fZ8ufPdfEvO9uegYZCD9evy5hdxxfImKOVZh2mX7BGauWSeJqhkF85Y8CetEQqH0LnZOOJCaRZX1Wvcq5zzRafufuDni6VeAO5Cmyp6vHSS+7pQ2Wwq2f6Uo6aWXxXhW5sdEyMOZaf0tQXtNLR9urfY0hDPnONzUSVxRKDGaXZ2hnIc0pjryriokQxzSuUefn48lRUaqPBicMe2Q5UEQcL8J6szedPPumDOBkcQPYHNXC86JIYe+OIaJIfByvCecXePdDzHN3OZu9QiYOm8B+KPWIgEDRYeEWBBuG1cJhke7go1sA5gvY4fkSR/I5ziL1sRHT/jG4BcVx4QkopUqR438XyYZQtVdkqfrfbOOd3z/09v1uO4HQ0mLGqfqrpSN7KVbnciRPCq2dF1a/b7/CssKPn4e62exX1S14tGQsB7ex5VkEv1cn891evOBrBGbMm1IAOaiqEVpcbZNbQ2GX5Lklgbn2V7fh+MuxZqeKVv5IQxWDmiKgspwFU6j1VAJtySMjDs/lw38+loupXrRR6i3BcUJ//eKpzVZ9glXE9ss6eaQBBTWutkpn8ayvBCYlbKivvgA5rWudAlcYaRvD6nAGkxxkgm6jnIaLmJXbA83sQFlka1EGVjA766JkNCqB/jN9HtwAQXeRNQAF8Hgc/xl654XD4Dj4LXRHIAm6IiP1zoMDoaw7iYc2x8kdE7RfriOr56BZAFI3HisMXoudVVJDfLBJSSpEixYmKpUipomw90t2uN5TOSCOU8qmycFP8hHgYvLvLuXykr/nvLl/y4Y+bZ72nLs/9B+1Vzxr9XVen7mu6yaTvd+f2irKENDdb254puwzga/tduCkiaCb3RdwAZqoK5lQIVJnKqRoyEaQvFfXqqmVUGOejxXVNxIsNxaOhDzoldDZmICZd2epVw1ESJNVWhXGu76gsIqUctbwcKUvyAJ/J12lfWbjXcy6pUdfY5i4OmHqt0JcoNbLOvSpXgEzXuLvn+1lbO77et5g1o+shWZesDgKJVS1e/+Ef3LOd7H7QU+n7gRMi66N2BrWwHdwQf1uyPCiC38G/sO6omgZJRYV3u92er4Fj0v0f1xADjdW//7t7j/3sz/6smR1UDOGUWBvBWuDRoo4IxBTdPkFc7A9UScSJLbGnLqJbruWySEgpRYoUJyqWIqVMfV776lmrqq8rrwstqNKD0nuk7Nyu0qEub2XxFDt7/vz72usvm5nZTD1xe/2r+r00DT1VVTorC6scDfS9FOZVjaYeq+O9Bp3CwD1xSVPkVfpduyVuoKJxypsaPCmP8ckss5mmhFRw3NMjdaO1yB11u44Cez0pbpnHptl0E2Ueqm51PJtUKTRps8bmSMVqTHjxt1lfneo6CSqPY01kWRUXtL8nFKvjkcFArZOciS/iawRSpoGD2t87ei7XuxVR60LEfimQD8gFbid6Z5OdX37Z//8iK9NBTxaPvkfsL1bEok9S1PRwPNBFRExRI3R4kgfnAvqihw13gN/93d81swNkAn8G78V2X/ziFxfODRV7RERxzHe8xpwb+0fnRCUyuhpEBXjsjWP/nGfRuPGbRUJKKVKkOFGxFClt7fndO6sKJkxVXRPfMZRmp56rM1ieQVnHt99Shaqp7v/JzO+ar5335+Fsrm3QXVYTNxrisui4n/TwGvLf44jZEl9jEnD3h/Km0edDZqIJnUx1nIHQTJlqm9wYx0JKs2FuOdonOTnWOosTWqaqPG4rk20qowykK4KjGSvrwlsM4K8yjj1Z2A7xfF31tIryxlgZZlt8WU3arR6e4AihcClQL15FiKynnrkqHJacFWr627TK4r4GR3sov1sBIgHVxc+J2FcVJ92CdKh2gYzgfiIyipUotouVpDgJF9QCAoNvYX1x7hsIKSKvLMvmxwJx/PiP//jCMVCnl4NuDF0SE1uowrEWuKh4TTnneC0j4qFCCcLCY4qIXt2cc/SMAsXyt+Hc4/5uFgkppUiR4kTFUqSE5850vDiBtmQ47ulZGb6jpX4qddaDfErimEozmH1NYKj7XbRRoUIlbUPZX3d25VOTiwARN1WRHmomPVS9woRTIa2SqnBSmJfVYzfoekYs5bgeqAKiySAlpoLmYzOpyzMdsyUuqduVircGT+YamPHMfWyqqMrp9aESib/5vngr6Z/aDRz9lLE0GQZd0ZxtYXLukKkUVa0L/3Gqbao0lhano1T4PXoTXBQFzcb62/xnpqmYzSNKiO+jt0+cZ8/+op4JFBErRZEv4Xsm73I89kd1j+3RDBGHe90Or/PwMeFYWPNzzz1nZmaf+tSnzOzAI+qnf/qnzczsIx/5yMLv/+iP/sjMzD7/+c8v7A9uqGiOGxHnuMUpK6BLEA7nFJ0U+D2IKVZWQY9Rb3WzSEgpRYoUJyqWIqWVhmeI4UgOkSuaRaZSVFm9cUxzpR9rMNPdsu13z7b0Q/tdHAXlwbyr6oT8kubZXEkb7+zBRMdXP9jKpvq+VHli4m6JYbECDWPxP3Mf5CZVQTrihayETlpCWnvDrpXo3xNvttfTzC4hIdFoNpSXFEKmilAhXt30lGFNyWSVwZxP8a/rQixNXcOJvLOZdFshyZYXJ5lOVVGk6raBdma0OI2CXjjmwU1Q3I6lthciLFWOzmTvVsBbzCuFoVcsBhxNnELC78jG/B7uJ3oWRXUyKCDOPIMPiRWkqOjm90WeQpFz6vV6c8TANs884xN9cI6kivb888+b2QFSosft93//983M7Fd+5VfM7IBL4pyvXLmycM1YAygvKrLhvdAjcU5cU175nu2jd3ec/xare7cSCSmlSJHiRMVSpARSaauTfSjxTL1JX5V+rkpSn4m0eu4sUe0a+vuufIw6q0zoUOf7ivyw5fZYkZqa6li1iR+wEJqQ0P6EDKapJWu+v+2rN3R2yqRNZqnZwv5rJfWVyQmzN1CHfdksk7NjWf7hs6nWAKKpeBbdvcpcLkdA46nmxKEiBvnI37wkbqmt/ruJkMpY51RWZRPeriUUWRUqZYBtTW4BYyqYQnD76rVD+jMro9jFZ13VQ+2vXOUakP2P3yUgeu/EmWVkefiOiKTibLGIeKLeKHa0UzEi2I6qHIgJnoa+tKiKjjPUYtCD1+l05kgEZBN5KjilX/3VXzUzsy984QsL+6Kv72/+5m/M7KAKB2KKfXqgPI7Le3RSIJ84cReOCAREhZO/Hdc8Ir+IRiOKXBYJKaVIkeJExXLnydwzkwTTpmLcHAGZJn3MNL2V14r4ELJ4SUjKhuWFo1abQkRKLGhoJupBq7ZVAUN0LB1STz5I7KcuHqc8n9Ml3ZQSartNNUeaHWXcsubJNcTzNFvqGr8+sBIVHfiDEr5Fqqiossi04K6U0C2tuc2U1Ib6ofBJYo3iiKbaX5bjrCBkJUQ2EJ+R6TjNTX+mz6S1auKOWKLCSIc9uiUqVFK/z/mYReRF5bFRk+jrGCMinKLPY5UtzoeLDpVRd1Tk+UPMPbIChxRdIIsqWbyPaAIvcCpZvV5vjs7gWkAw6JPeftudTX/xF3/Rbhac80/+5E+amdnf/d3fmdkBmgNxxUm8HJdriy6Kc+b38RoUKcC5NnweeT2Cax7dPG8WCSmlSJHiRMXS21YJhCIeYqRXFNyzCrolZQ6GxcpFcWXkvMccWK1Jt4R7o3rr5kNeqQzN+RtVkLi7So9UNTH8ZVwgqRBQzZMXkQpJqyt6nt5T9W71lE7Qf8ed+Y7bveIx612xqb4bglQEbci9u+p5O7umKSBCex09y68xGUN6p4GcD7IZfIeqdbpWVDJbcsFkMi++4w0RYrl66so4HKiXbT4nrr2i/Wt6xBR3gsXpruiaSGhT8YX97vH5KcXZYVHLEhES2Znvo2c2EefGRXfHWI2L/kq8xqog/Aoz1yJaAHXAx8T93Xefz/57/vnn5wiGNcDlfO97PiWH+W64AMTg8z/90z81swONFB7cUTcUzylO7+Uc4NHidODYNxgdHOLfKiKl6K+0LBJSSpEixYmKpUipJp+inp53K1Js53M3Q1VJRPo0q3pOJoNxNx6q30V0RasMYqKDWc+pgma1qma5S9md1/heFSn5NKH96axrymtJ2b6n+eeqiHUHQmRGZkRlre7zLc8C3aqvs1aZWW/gSGi1jc+MOtrRZcj7evea9wdefvNNMzNbET919qzzCK22dEO9kFGEudAXdRrwF/JOnsqPid43tFVjoYsSFUqde09VNbq1tf+aNGIlqnf6fKhKZxnEhMpdnx9HkIWP8nEmy6IijvPsIxIq4pSivinOIuM1Tr6lQhY9hiJ/w3nA24BG4GfQDm1sbMz3TdUNxHT//febmdlbb71lZma/9mu/ZmYHim0QFvHSSy+Z2cEkFs7t7rvvXtgPx2FNoLqIQgkQTdRaRcRTNBF37qwqZHYrCIlISClFihQnKpZX38hAysa5uCCcHMe7QjZSSrflXz1B5cwzuXyQ2uq4p8dtLP2SyUt7qG79ulTM7VV63tDQiCQS59RUBsua6pmaQSLk4gAADgBJREFUoQ/B7wk+aDEz5nI9yGyxMsXss8zMamhnhCDW1tUZLv6LfqiuJq68/OJ/mJnZA48/YWZm66fvMDOz2x94zMzMrrzt+pGG0NltZ12Ze+HiJV0DfMwX84QKi3O+LJeDAl5WzTX5O8kRc1DSBF3U8Xj/SKnN52VDPa9ZebqWs+GtZ7T/1YjK5xhk8ahXArGgxQG5xP0UeX0TkWchorqZ7A/SitNmI7cVlebx/eF1wSU9/bRPWqYKB//027/922Z2MA2YqhzxrW99y8zM3hRS/+QnP7nwezgijsP/txFNzrseClTzfB/PIfJ5RbP8YqVyWSSklCJFihMVS5ESPtGVGp4rPMsrw8jTpyqfpUbds+1ai/4aqmyCF0JEezt4qkgJyzw43SNRFQ/7qo6pk565blkZRCOXxq6mfYJ88NM2tDmqxmi9+cRfmyV5iPd9PaOBo5mN1fV5D9iK+IGB/IfY10BVs64cHy1zj+Qbl51jWt/wCs2TT/+ImZltXXYnvwuvf9/MzC5d8ow3EzrMxaPBAY12Nb1XU0fwHa/hVy7nhDI9clPxYUJSrY5rYvb7fm2yKXPfIjeAnzpe5MfX+wZyjYruIk6JqhbZPnJRZHnQBvuNiCt6AkU+JHJWKLGjrzbbRfVyrFBRGYNbuvfee+fHhCPCe5ttf+qnfsrMDlwC7rjjDrtZoE9C+Y3jJJ5SXCOuGdwSiIu1R0TE+9j/B4pkP7G6R8Teups5JRRFQkopUqQ4UbEUKckG2nJ1/ZfmlRpxSOvohaRZMHm3zDvY/a46VF/VVIiopMNOhDpAUEZ/DB4vmvjR33c0UW0ImdVUMYDjYi67qoAou3Oqd1X6c5Qh/aZvNMSf3Til9WsKSq1q5Yofe7+v6STyDUeolGuNmxubuia+3f6uZ7pMa9vY8Ez48c+48hZ3yx1NdqmGiubWDWWeCvPY9D3eUVLBt9B0aWbdrKZn/KaU5KAHWS7kM/gUIaIa/Yf6eP718eepOA02uhrGCblsH6toUWkddVBxci37Bx3wGqeUgOCiVodgfyA1UAXrokpH7OzsvMPXO3pdg3SeeuopMzvgr4riD/7gD8zM7Nd//dfN7ABx0dtGMF+OtcY5cVQaOQfOOfa4gU55jRNmivi95KeUIkWK910sn5BLH1fT755jaXfglBriM7IpXfaCIFIPT0ZSggsdGMU28RgTqns1EJfvb+O0Ixc8f0pjOp317L/i2412pcVpKuNpfX3NpZvg/CeVMx3+NXFZHaGURkU+NxpD2x8MbaJq2Gi0mEWbcnqcadItM+dKUrdfvuZalIfEh81mzMXy7c5qKvDF11/RsU1r1qTdDr7QQgvi81rithrKQGst398rr/p+xppiXG/4OQ/EVfXEKaF3qqu3bj45VVqzDpzCbJEfOY6gJwztTNS+xCkiRMzOUYUctTIEPA5/U7Y7akJvnBYbO/AJjgfvAvpAz3T4t/Ec+Q1IiakluARQXUPxTaBHwl/pt37rt8zsQNuFoyUoMPJsKMGJRx55xMzMnn322YVzjz1wICkizr6LlcmIim8WCSmlSJHiRMVSpFQe8xwoz52J7pJyB5iWpD9SVWuWaRKomtnyfWW20aKimtb0lXU6lhenue7P1HEvJNNueAarNRc9mOGGxnIn6E01s0yOkvWKpr0KqQnA2Vjz5jLd1RunVNUTh9Yd9S1Tpa8mz6dc1bZ1ZdmKVOH62PZVnbtyw/UiL3zvO2ZmdvqM60VW1PfXWVNP3Iq/loaaHMrkjOA7M0YTJrRYmQjVqf8QFFgpS/Wuv9nevqPGWk0L1LkPQEJCu1Vlyu6e3EKbx1d9i1xPka9SzM4x5tdqPF54X5Sdo690nLhR5GsdHSejAj2iH1TbuEiyn1dffbUQ9cXqFBNvQZE4U9Ijx1QTFNx/+Id/aGYHVTjOBSQUp/ZSqeQVtFg00ZZrFDmu6BbAecRrmlwCUqRI8b6Lpbetlr7OpXGpNjR9ZFUZruEZSAJrRMmW4wSoTDRTxWgmOXRJ1ba+nB4b4mUqqqp15O3dG3umqQih5eKw9ull6zk6Gak6WGF6rZwlqdJVqqo4icCpiSvrq88rZz56mfOtWFOVRYE262g+Gk6NmdBWSceYGyTlnhG+94zP5zp1yudoffAj3ps0pZohDVdbrgD0pNWZ0ybkUm4JLYx97fOqiCbMlDUJpoGnuFwEMqHPilw5ObdKFZ2SJtVoOgqTX8bjxZlr72WAhEAyZFd6xyLfEjmkiLCiX1Lsz4oVII4bEU5ELWxXlOWj3grkRVDxOqx/ApHEil5EfeybahqI5I//+I8XPv/zP/9zMzvor4PbgaOKHk9Rwc01pQqHHok1g5iKEFJ0ROB3nF/8GyyLhJRSpEhxomIpUhpo9lhJeqL2imcwZprNVM3qSp9EX1W95ZmiJa1PT6rkspL2bKBqhjy4K3ott0FkqqZkuDAym0rb62Y7981hvps66cdkPJ0eOio8xel560m7M9gSKhGC6w0nVtuQinzNM0R5zCQUoUCpydW0b6WqKoB4SpUd0Vx+2zmBydSf8TP1lrVxLCDLa+1DoT+Jzi2Hb5uyY5wVFmeWZXhs65rDFc3US9cUP8e1mkhH1VnV5F5MwrNFTuO9jNidT6WoiDuKHthxYkZEG5G3idNToudPRGBRg8PvIkcVOSbOh/dRXzWbzeaII2qxIsKIyAkXATgmuJ/f+I3fMLNiPyVe4/7YLnpVRbU86+Vcow86EX9PpfNWqm5EQkopUqQ4UbFc0S33xXaFLnq/W2ZCGEPpevDQ3tgUN6Q+qv6+uAL10DVXOvodXJKqax3drTWrrKcpsmvr/txdWmF6imfENVXEriuhVnRvnciPaXVDTpPwIxN5wgj5NRryfBngeuBRks91ozK1Rt1RYU3OB5U1Pwcm5NaGUhHn+B3Jm2dfamE5HAykP+rtuEZlonNkIktfKDITyiwZ04ZlLalrjdRrPuOurL6/OfcAtyUuCRShP85IHFZVf3JU9eMp9qJSv1eOz3kyqn+j5iW6GEb+gooOEb20o790nKBLFo8e36dOuU6ODvvI/4DouMbwNVGfFGexEVmWvWOKCIgpTmyJHlFonfD9Zt9U2y5evLjwu4i4eI2oNPomRRQaVfMRPUaUyP651kfN9DscCSmlSJHiRMVyRTc0hipCw7GeS/GTrgtFaDdMW2UOXKfmaGPY9y7r4WDRx6jZkBq6Jx2RdEcrZ/wu25F/UmvVs0hFd+c9uTJW9XlzKqdKJnxI4Z2Juxr1xGmt+XruvOd+MzPbveTr2t7WDHgkOrN8/luU0RPNtJtKn7RSUtWsi08z00GE6qTIbuOWKB4so49rTDe2+qaYMqzXhlBnf9ezcFOZqCV1/dUr7sM0G6vPaj7UxPeLd1U5o8/Q9zMCPc5Q9KKG1rkfPZbrXY+ouI4d59GTO2b3qB6OqICsDrKKk3NjtaxoigoBagGFRHUzKAYEBf9z2B+btXBu6IQIKpDsM3prR5U7x4i9avGcQDDRTTNWJuGqomsAEX3Ii6YQx79Rqr6lSJHifRfLPbple9jv+V28IU3MtKrnw0xTYNueUbq7mqkuDqex4fe89qq8vnf87ttQ9j59Ws/Vqkg1WtJxKIujBB9V5Amk7TJlsPqqrydT1axT9W7s2dz32o/bLtPZLJW2SmRTKlbSLQ32ybRVGyvjDIb4jeuZWchlIpog72jf4nLK0v1kQ2Vvqd5RfmfivdaE2mLGxOGSSwCnhH95r6uJGeLhMnlCNcriJIQiazU0W/S4MTkGrc/ipA76GY+z+kb2JFvHSlBEBbHrP7onRk4KbgcUAkpgO3iQ6FwZ1chkd/rGIu8DauB7zofjgnoOew/FCSisjX1G1TnIBvRFrxv7jvPYWBP7Yf84FrCfyJtRZWMdXKPY91ekO4rIKqLYounBhyMhpRQpUpyoWIqUJBOyXFWpSq7sqyYxkMdw37Nza+Z3/3rTn9HhTVqawzboCkEJcVUzKXfV4T5te2bZ6Hj1YyBUUhrJsfK639WZVlJW71xFWWG87Xf5SkZlzO/S65ueMTdP++tU1b9c3t51zZObqFrYXunYtrrrUacPmHsv8qYsRfVE/X5ZW5lD1atZVwhoVddI+6vq3Os1qhvoOsh08u4ZMM1Emipl53Vl/5L6+6ryiNrbo++P2XmquilrVyugjmzh2iDlISPOfdBPQERuiOzLWqOCO6qKOXcChAMqiCiV7aNfE2gkqqJBJVTSWOfVq1cX3kdOqtPpzFHUXGcWti2a3htV5rHKFq8FSCZ6QoHaOPeImKKaPnJGETkVuXrG2Xi3EgkppUiR4kTFco/uAc+nqn6Ij0A1XGPKifqtqsr+O3viPfR9tazKUVvd/pIr95Ut8ODGH7rXVaVLSvLJUNNPxmgj5DFUc0Q2Ez8yGjtnhaIbD6HpfEKH7//Gjms6THwLmqSq5setlJu2q0rjinRKwxlTe/2nGS6F0rpMM19rXiErKpOhSpeeaSI3gSlIy1Rtk1K7rms1ztXXJ8SUCzGRYVt1kJKmlGhCy5rmzO3JfaAslMs1Kus4NpPCVtXCkWxG6+KijiOKHCGLpoAQaF+KJmSACkA2UaEd3R6LKkJxLl1EJ+wXHga+5vz58wvHi+scj8fv2FfchjXBJcXqXHQiiOcQ1wzHBHKJ14bjR11RRFwgHqpzRJHLJ8gp9sAti4SUUqRIcaKidCvTBVKkSJHiuCIhpRQpUpyoSDelFClSnKhIN6UUKVKcqEg3pRQpUpyoSDelFClSnKhIN6UUKVKcqPj/Adq0nbps57LwAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 360x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from datautils import convert_rgb_to_grayscale\n",
    "\n",
    "\n",
    "model.eval()\n",
    "        \n",
    "    \n",
    "for img_path, lab in zip(['cat.11252.jpg', 'dog.12018.jpg', 'cat.11267.jpg', 'dog.12077.jpg'], \n",
    "                         [0, 1, 0, 1]):\n",
    "        \n",
    "    pil_img, img_tensor, unnormed_img_tensor = preprocess_image(\n",
    "        os.path.join('./dogs-vs-cats/test/', img_path), \n",
    "        data_transforms['valid'], \n",
    "        unorm\n",
    "    )\n",
    "\n",
    "    gradient = guidedbackprop.run(image_tensor=img_tensor, label=lab)\n",
    "    \n",
    "    # convert gradient to grayscale\n",
    "    gradient = gradient - gradient.min()\n",
    "    gradient /= gradient.max()\n",
    "    gray_gradient = convert_rgb_to_grayscale(gradient.cpu().numpy())\n",
    "    \n",
    "    # visualize results\n",
    "    fig, ax = plt.subplots(1, 2, figsize=(5, 10))\n",
    "\n",
    "    # plot original\n",
    "    ax[0].imshow(np.transpose(unnormed_img_tensor.cpu().numpy(), (1, 2, 0)))\n",
    "    ax[0].axis('off')\n",
    "\n",
    "    # plot gradient\n",
    "    ax[1].imshow(np.transpose(gray_gradient, (1, 2, 0))[:, :, 0], cmap='gray')\n",
    "    ax[1].axis('off')\n",
    "\n",
    "    plt.show()"
   ]
  }
 ],
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  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  },
  "toc": {
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
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}
